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What counts as evidence that fact-checking works?
Look for a chain connecting each meaningful claim to the evidence reviewed, the checker’s finding, the decision about any proposed edit, and the wording that appeared in the published story. That record makes it possible to distinguish a real correction from a vague claim that a piece was “checked.” It also shows whether the check changed the story’s evidence, meaning, or conclusion.
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Process descriptions still matter. They can show whether a newsroom assigns review responsibilities, checks claims against sources, seeks additional evidence when needed, and gives writers a way to resolve disagreements. But a description is evidence of design, not proof of results. FactCheck.org, for example, describes a process using primary sources, multiple review roles, line-by-line checking, and links to source material; it summarizes its aim as “to use the best evidence.” FactCheck.org’s process description was updated December 4, 2025.
How a claim-to-source workflow should work
The Knight Science Journalism Handbook describes a magazine-style workflow that starts with a near-final story and the materials used to report it. The checker tests the writing against those sources rather than treating a citation as proof by itself. If a claim lacks adequate support, the checker can seek further sources or expert input and propose a change. Major problems that undermine a story’s premise should be raised promptly, not held until the end.
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- Make claims traceable. Keep the relevant source beside each factual claim, including the precise material that supports it.
- Check the support, not just the wording. Compare the claim with the source and assess whether the evidence actually supports the wording and context.
- Record findings and proposed changes. Note what is unsupported, inaccurate, incomplete, or methodologically misleading, and what edit would address it.
- Resolve disagreements. The writer and editor review proposed changes and settle them before the final document is updated.
- Preserve the final outcome. Retain the finding, decision, and resulting wording so that later review can establish what changed.
The handbook’s account emphasizes that checking is collaborative as well as skeptical: Brad Scriber, deputy research director at National Geographic, says a checker serves both reader and writer by seeking accurate edits that preserve the writer’s voice. Roxanne Khamsi, a freelance science journalist, describes a practical way to keep support connected to copy: saving web pages as PDFs and adding comments with relevant factual passages. These are examples of working methods, not evidence that every newsroom uses the same system. The handbook’s fact-checking-process chapter outlines the approach.
Count findings by type and consequence
A raw error count can mislead. One tally may combine a typo, a technical correction, missing context, a factual update, and a change that overturns a conclusion. A useful audit records both how many issues were found and how consequential they were.
| Audit field | What to record |
|---|---|
| Claim or passage | The sentence, figure, description, or conclusion being checked. |
| Evidence | The source supplied by the writer and, where applicable, the source located or consulted by the checker. |
| Finding | The issue category, such as factual, contextual, methodological, technical, or stylistic. |
| Severity | Whether the issue was minor, affected the evidence or interpretation, or changed a verdict or conclusion. |
| Disposition | The proposed fix, whether it was accepted, and the reason if it was not. |
| Outcome | Whether the final published wording changed and, if so, how. |
This structure makes two questions answerable: what did checking catch, and how often did a finding materially change the story? It also prevents small updates from being presented as equivalent to errors that changed a conclusion.
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Why public corrections are only part of the record
Corrections are essential accountability evidence, but they reveal mistakes that became visible after publication. They do not count errors caught and fixed before publication. A low public correction total therefore cannot, by itself, show whether a newsroom’s checking is effective: it could reflect few errors, undiscovered or unreported errors, or different correction policies and transparency practices.
A 2026 Harvard Kennedy School Misinformation Review study identified 1,555 published corrections by European Fact-Checking Standards Network members from November 2013 through October 2025. In a sample of those corrections, 57.1% were factual updates that did not change the original assessment or conclusion; 18.7%—56 sampled corrections—were classified as substantial because they fundamentally changed a verdict or methodological basis. The same study found that 19 organizations, or 30.6%, published no corrections during its common-membership period from January 1, 2024, to October 15, 2025. That finding does not establish that those organizations made no errors or caught none internally.
The study also examined how corrections were presented, including whether they were dated, labeled, located, attributed, and explained. Those practices varied. The authors reported no significant relationship between fact-check output volume and normalized correction rate in their analysis. The results are a reason to inspect correction policies and categories, not to rank newsroom workflows by a single rate. The study’s correction audit concerns visible, published corrections, not pre-publication findings.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.Keep reader effects separate from newsroom performance
Evidence that fact-checks change what audiences believe answers a different question from whether a particular internal process catches more errors. A 2021 PNAS study reported a random-effects meta-analysis of 28 experiments conducted in simultaneous studies in Argentina, Nigeria, South Africa, and the United Kingdom. Corrections reduced belief in falsehoods by 0.59 point on a five-point scale, and most accuracy effects remained evident approximately two weeks later.
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Repair Windows errors before they cause bigger problemsFix Now →Scan for outdated or missing drivers - takes under a minuteDriver Scan →That 0.59-point result measures reader belief after corrections; it is not a newsroom error-catch rate or a comparison of internal checking systems. The study supports the value of corrections for readers, while a newsroom’s own claim about process effectiveness needs evidence from its checking records. The PNAS study addresses audience responses to corrections and misinformation.
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How to judge a newsroom’s evidence
When a publication says it fact-checks, ask whether it can show a meaningful record across the whole process rather than only a policy statement or correction count.
- Traceability: Can readers or auditors connect claims to the underlying evidence?
- Responsibility: Are review roles and decisions identifiable, with independent scrutiny where appropriate?
- Coverage: Does the record distinguish factual, contextual, methodological, and technical issues?
- Consequence: Does it separate minor updates from findings that change meaning, evidence, or conclusions?
- Resolution: Does it show which findings were fixed before publication and what happened when a proposed change was disputed?
- Accountability afterward: When a published story changes materially, does the outlet date, locate, attribute, and explain the correction?
No single number answers all of these questions. A transparent, categorized record of findings and decisions is stronger evidence than a low correction rate; public corrections remain necessary, but they describe only the visible after-publication part of the process.
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